Skip to content
Stimulir logo

Stimulir

Records each model call through its gateway, scores prompt and model changes on that real traffic, and ships fixes only after approval.

Free plan · From $50/mo

At a glanceswept Oct 15, 2026

≈ 1visits/mo

Established · estimate, read Oct 15, 2026

For
teams with a live AI feature who need to evaluate and improve prompts on real traffic
Price
Free plan · From $50/mopricing page, read Oct 21, 2026Trial & discounts: 7-day free trial
Runs as
SDK
Used for
  • compare prompt versions on captured production traffic
  • trace and filter every model call by use case
  • review a proposed fix before it ships
read off stimulir.com on Oct 21, 2026
Worth knowingcomputed from what we read · each with its source
  • Launched on Product Hunt on Oct 15, 2026Product Hunt ↗
Pricingpricing page, read Oct 21, 2026

Free plan · From $50/mo

Trial & discounts 7-day free trial

Alternatives in Developer toolsby use, among tools still maintained

Figure and bar: visits/mo, estimate · year: online since

Compare Stimulir with

Pick up to two.

All 10 alternatives to Stimulir →

All Developer tools tools →

Not it? Say what you need

beta

Three tools from the Atlas for the job you describe, each with what fits and what does not.

From people who use itnot part of the reading

No notes yet. What do you use Stimulir for?

Sign in to leave a note
Questions this page answers
  • What is Stimulir?

    Records each model call through its gateway, scores prompt and model changes on that real traffic, and ships fixes only after approval. It is listed in the Atlas under Developer tools.

  • Who is Stimulir for?

    teams with a live AI feature who need to evaluate and improve prompts on real traffic

  • How much does Stimulir cost?

    Stimulir has a free plan; paid plans start at $50/mo, per its pricing page on 2026-10-21.

  • Is Stimulir free?

    Yes, Stimulir has a free plan, per its pricing page on 2026-10-21.

  • Do people use Stimulir?

    Established: ≈ 1 visits/mo · estimate, 2026-10.

  • Does Stimulir have a free trial?

    Yes, a 7-day free trial, per its pricing page (2026-10-21).

  • What are alternatives to Stimulir?

    In Developer tools, by use: Keploy, Mabl, CLSkills Hub, CTRLpotato, Flare, OpenLIT's Zero-code LLM Observability.

How we read a tool

No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.

  • Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
  • Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
  • Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
  • The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.

How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.

How we read every tool → · By INITE Atlas Desk